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The AI Labs Are Coming for Wall Street’s Quants

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In May, a group of more than 20 finance whizzes from across the country descended on OpenAI’s San Francisco HQ for what CEO Sam Altman cheekily called a “party.” They sat through a presentation, mingled with researchers, and some received formal interview invites. A month later in New York City, Altman’s team held another recruiting overture for quant trading professionals — the highly coveted mathematicians, physicists, data scientists, and engineers who power the world’s top hedge funds and high-frequency trading firms.

Altman’s pitch: Forsake Wall Street stalwarts like Citadel, D.E. Shaw, and Jane Street and join his $300 billion powerhouse’s quest to build artificial general intelligence.

Much attention this summer has surrounded Mark Zuckerberg’s extravagant recruiting blitz for top AI researchers for Meta. Offers in the tens of millions — in rare cases, north of $100 million — have stirred up FOMO across Silicon Valley.

AI labs, including OpenAI, Anthropic, xAI, and others, are also looking beyond competitors to staff up, increasingly hunting in Wall Street’s backyard.


OpenAI CEO Sam Altman speaking at an event with SoftBank Group CEO Masayoshi Son in Tokyo, Japan.

OpenAI CEO Sam Altman is in hot pursuit of Wall Street’s quant talent.



Tomohiro Ohsumi via Getty Images



Poaching quants for Silicon Valley isn’t new. But AI startups awash in cash can not only match but outbid Wall Street pay. Junior and midlevel traders at top high-speed trading firms are now fielding multimillion-dollar packages — up sharply from a year ago, quants and quant recruiters with direct knowledge of the offers told Business Insider.

OpenAI has scooped up researchers, engineers, and senior recruiters from firms like Hudson River Trading and Citadel Securities. Last year, it hired HRT’s longtime HR chief.

Wall Street trading firms long vied for and often won over the brightest quantitative minds, dangling $600,000 comp packages to fresh-faced grads and multimillion-dollar guarantees to seasoned pros.

Math olympiad champs have long felt the smart money — the low-risk, high-reward wager — was at a top-tier quant hedge fund or prop trading firm. Leaving would mean accepting a comparatively uninspiring Big Tech gig, often working on internal systems like improving advertising algorithms, or a high-risk gamble on a startup in bootstrap mode.

As some AI valuations soar into the billions, though, the risk calculus is shifting for some quants.

“Optimizing ads at Google gets boring,” said Paul Carr, who recruited quants for years as a business development head at prop trading firm Tower Research. “This is different.”

For Wall Street’s elite, prior threats from Silicon Valley never amounted to much, said Carr, who recently launched Harchester Research, a data firm that tracks early career AI professionals and researchers in academia who may be desirable hires for trading firms.

Now, they’re on notice.

“If LLM research labs start aggressively poaching from trading firms, it could become a problem,” Carr said.

After seeing Altman advertise his “parties” for quants, Johnny Ho, a cofounder of Perplexity, which operates a popular AI-powered search engine and a newly launched web browser, decided to throw a rival event for quants at an event space on Canal Street during NYC tech week.

Raised in New York, Ho spent five years as a quantitative trader in the city after studying math and computer science and graduating from Harvard in 2017. He knew it could be a fruitful area from which to recruit new talent.

“The hot thing to do back in those years was to try and get a trading internship, and if you couldn’t do it, you’d go into tech,” said Ho, the chief strategy officer of Perplexity, which is valued at $14 billion and focuses on refining and honing models from other AI labs for greater accuracy and performance.

“Obviously, the tables have turned now.”

Altman’s call-out to quants

In January, the AI world fell off its axis when DeepSeek, a little-known Chinese firm, vaulted to No. 1 on Apple’s US App Store with a free chatbot that rivaled ChatGPT. DeepSeek started as a side project of the hedge fund High-Flyer and was built at a fraction of the cost of mainstream AI labs that were spending billions on computing power. Markets lurched, and AI-related tech stocks plunged.

It was a potent reminder that AI firepower was lurking inside secretive quantitative trading firms. A few months later, Sam Altman took to X, calling on high-frequency trading personnel to escape their “existential dread” of “shaving nanoseconds off latency” or “extracting bps from models,” and help him build artificial general intelligence — autonomous AI systems that can outperform humans in a wide range of tasks.

He followed up with a link to an application for the two recruiting events, with a more direct pitch on the “massive impact” quants could have in making AGI.


Open AI invite screenshot

OpenAI’s event invite.

Screenshot



While the DeepSeek episode amplified efforts to recruit quants, the pursuit was already well underway, industry experts say.

In 2024, OpenAI poached a handful of people from HRT’s HR and recruiting teams, including Chief People Officer Julia Villagra. HRT, one of the industry’s top proprietary trading firms, produced $8 billion in net trading revenue in 2024, and Iain Dunning, an ex-DeepMind researcher, has led its AI lab since 2018. Hiring Villagra, who worked at HRT for 15 years, and her team isn’t a coincidence, one quant recruiter said, requesting anonymity to protect client relationships.

“If you have somebody like Julia there, she was part of the whole ascension of Hudson River,” he said, adding that she understands the talent flow and who built key systems. (Hudson River Trading did not respond to requests for comment.)

An OpenAI spokesperson said several of its top-performing researchers over the years have had experience in quant finance, showing how successfully that skill set can translate. Chief Research Officer Mark Chen joined OpenAI in 2018 after nearly seven years in quant research roles.

Noam Brown, a top OpenAI researcher who joined in 2023, worked for a small quant-trading shop after graduating from Rutgers in 2008, “but didn’t want my lifetime contribution to humanity to be making equity markets marginally more efficient,” he wrote in a LinkedIn post promoting OpenAI’s quant recruiting event. “Taking a pay cut to pursue AI research was my best life decision. Today, you don’t even need to take a pay cut to do it.”

Behind AI’s multimillion-dollar offers

Less than two years ago, some AI labs were offering machine-learning researchers with a couple years of experience up to $750,000, including equity, according to a researcher who recently left a high-frequency trading firm.

Those offers have now soared into the millions: The researcher says peers with similar work experience have received job offers from top AI labs ranging from roughly $1.5 million to $3 million, including equity.

The researcher is considering a job at an AI lab — not necessarily for the AGI mission Altman trumpets, but because the economics seem too good to pass up.

“The offers have come up dramatically,” said Matt Moye, a 20-year veteran of quant recruiting and the founder of Monochrome, a search firm.

Four Wall Street recruiters bemoaned shepherding quant candidates to final-stage interviews at top trading firms only to lose out to one of the buzzy top AI startups.

One of the recruiters said candidates frequently juggle offers from both sides. In one case, the offers were financially comparable — both low seven figures — but Anthropic offered a more enticing and broader mandate that was tantamount to “Hey, come play in AI land,” this person said. (Anthropic did not respond to requests to comment.)

Another quant headhunter said that while he has firsthand knowledge of several quant candidates getting offers worth millions to leave for AI, he’s also aware of tech candidates who have been getting the same — a point Zuckerberg’s recent talent raid underscores.

“The quants aren’t redefining the market; OpenAI redefined it before they went after quants,” this headhunter said.

Why AI labs see quants as natural fits

There’s the obvious overlap in skill set that makes quants attractive to AI labs. Quants already excel at mining vast data sets and engineering systems to unearth insights. As Carr puts it, “In quantitative trading you need to be comfortable conducting research on large quantities of data, then you need to build a system that can take advantage of any insights from that research. Sound familiar?”

Then there’s the high-octane culture.

“The intensity of the work is similar,” said Ho, the Perplexity cofounder. “Teams are very tight-knit, working super hard.”

The breakneck pace of AI fundraising and hiring mirrors the non-stop grind of elite trading desks. One consultant who’s worked with both Citadel and OpenAI said, “The culture is not dissimilar. Citadel are famous for moving like a bullet train. Everyone is working every second.”

In both worlds, slight edges translate to enormous returns. Trading strategies decay fast, and AI models need constant updates to stay ahead.

“In trading, there is a lot of pressure to win, and you can see results directly tied to P&L, so in many ways it’s always a race,” said Moye. “And that’s what we’re seeing with AI — everyone knows it’s a race.”

Another key component that makes quants attractive is the lengthy, ubiquitous noncompete clauses that systematic trading firms put in employees’ contracts to prevent them from leaving for rivals with proprietary information. Because industry sit-outs can last two years, traders and researchers looking for a change have used the time to test drive a career in Big Tech. If they don’t like it, they can return to finance once their noncompete has lapsed.

Or they’ve worked in a hot new startup sector — a potentially risky bet. In recent years, that was crypto.

The new batch of AI startups offer a more compelling vision.

“The pitch is really net impact on the world,” Ho said. “You can continue farming markets for small amounts of edge on every trade. Or you can actually make a difference and make improvements in people’s lives.”

With AI products, “the direct impact on the user is so high,” he added.

Don’t count Wall Street out

The industry has been here before.

Back in the early 1990s, long before Renaissance Technologies became the industry’s most fabled quant hedge fund, founder Jim Simons was trying to lure a pair of IBM researchers who were working on nascent versions of large language models and speech recognition.

Bob Mercer and Peter Brown would become invaluable leaders at Renaissance, but Brown, who was the first grad student to study under AI godfather Geoffrey Hinton, was initially uninterested in joining — until Simons offered to double his salary.

“After that offer, I came home. I took one look at our newborn daughter and realized I had no choice in the matter,” Brown, now CEO of Renaissance, said in a podcast interview. “So, the decision to leave computational linguistics for a small hedge fund that no one had ever heard of was made purely for financial reasons.”

The anecdote underscores that while mission matters in recruiting, money talks. And it highlights an underappreciated truth about quants: They’re often risk-averse. Instead of highly leveraged, gut-wrenching bets, they favor cool calculations and expected-value math.

Now, it’s firms like OpenAI, Anthropic, and Perplexity — the inheritors of that early IBM work — winning those expected-value calculations.

At the moment, these AI giants may be able to outbid trading firms thanks to their lofty valuations. Carr cautions that Wall Street won’t sit idle if a talent war erupts.

“Trading firms are run by competitive people with a habit of winning,” he said. “They’re used to resource constraints, and they’ve never had the option of hurling SoftBank’s money at problems.”





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‘There are hundreds in the Baltic’: tracking Russia’s ‘shadow fleet’ of oil tankers | Sweden

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In front of a bank of screens on the boat’s bridge, the Swedish coastguard Jan Erik Antonsson shows on a live map on a laptop how many vessels of Russia’s “shadow fleet” there are in the area. “These green symbols are the shadow fleet,” he says. More than a dozen green triangles representing shadow fleet vessels pop up around the coastline of southern Sweden alone.

Every day hundreds of shadow fleet ships – unregulated ageing tankers from around the world in varying states of repair carrying oil from Russia to states including China and India – are moving through a relatively narrow passage in the Baltic.

What was previously hoped would effectively become “Nato lake” after Finland and Sweden joined Nato, has instead become a battleground for hybrid warfare and the shadow fleet, which move under various identities and change flags to circumvent western economic sanctions imposed on Moscow since its full-scale invasion of Ukraine.

Tracking different vessels on a map. Photograph: Josefine Stenersen/The Guardian

Some shadow ships are understood to be accompanied by Russian military vessels, others have planes following their route from above to make sure they get to their intended destination.

The Guardian was given rare access to the coastguard’s operations, accompanying KBV 003 from the port of Karlskrona on an eight-hour patrol of one of the world’s busiest shipping lanes.

“Sea traffic in the Baltic has increased somewhat copiously with the whole shadow fleet, but also with Nato ships, defence ships and the coastguard,” says the vessel’s captain, Joakim Håkansson. “So we try to get far out and show that we’re here.”

In the Bornholm strait, where shipping traffic is divided like a motorway, shadow fleet vessels pass less than 10 nautical miles off the coast of Sweden. In our vicinity off the rocky Blekinge archipelago, there are two.

Later the coastguard follows one, an oil tanker currently flagged in Malta that according to online maritime records has in the last two years also been flagged in the Marshall Islands under a different name. As long as vessels are in a country’s economic zone as opposed to its smaller territorial sea – at most 12 nautical miles offshore – the grounds for intervention are extremely limited, but as of July, the coastguard is allowed to contact the vessel to request information about the ship and its insurance. A crew member on the oil tanker says over the radio its last port of call was Primorsk, Russia, and it is carrying just under 30,000 metric tonnes of diesel. Its next stop, he says, is Aliağa in Turkey. Its end destination is impossible to know, but the Swedish coastguard is certain this ship is part of the Russian shadow fleet.

An oil tanker followed by the coastguard. Photograph: Josefine Stenersen/The Guardian

The radio call is part of a new government plan aimed at tightening checks on the shadow fleet amid fears of a serious oil spill. The vessels are under no obligation to respond, but so far the coastguard says ships have been cooperative.

“There are hundreds of [shadow] ships moving in the Baltic all the time. And it’s a lot for our little sea here,” says Håkansson. “We see ships that have never been seen in the Baltic before that we come across now.” They need to build a picture of how seaworthy the ships are, he says, “because if there was an oil accident with these ships there would be an oil catastrophe in the Baltic”.

Security in the Baltic has changed dramatically since Russia’s full-scale invasion of Ukraine in 2022, says Håkansson. As well as the growing shadow fleet, there is increasing disturbance to satellite-based navigation systems, such as GPS, and Baltic authorities must keep a close eye on undersea infrastructure. In the event of an oil spill, the coastguard would be responsible for emergency response and clean-up. There is also a growing physical threat from the Russian military, as its presence has “stepped up” in the Baltic, says Håkansson.

Håkansson also comes across ships he strongly suspects of spying. “Before they had these research ships [for spying]. Lately they have been using cargo ships to do these operations,” he claims.

The coastguards watch as a German ship passes them in the Karlskrona archipelago. Photograph: Josefine Stenersen/The Guardian

But unless there is evidence of an environmental crime, a fishing crime or some sea traffic crimes, the Swedish coastguard’s ability to act on such threats is extremely limited. According to the rules of the International Maritime Organization, the UN agency that deals with safety and security of shipping, “the shadow fleet is allowed to move freely in the whole of the Baltics”, says Jonatan Tholin, a preliminary investigation manager for the Swedish coastguard.

National law can only apply in a country’s territorial waters, in the country’s broader economic zone it is the legislation of the country that the flag is shipped in that counts.

The problems caused by the shadow fleet are exemplified by Eagle S, an oil tanker suspected of damaging five undersea cables by dragging its anchor between Finland and Estonia in December 2024. Finnish authorities filed charges against members of the crew, arguing that although the measures were carried out outside Finland, the effects of the crime materialised in Finland, meaning it falls into its jurisdiction. The crew members deny the charges.

However, Tholin believes the most dangerous risk of the shadow fleet is its uninsured vessels, which in the event of an oil spill could have huge financial and environmental costs. “It means it will be taxpayer, the state, who pays,” he says.



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Rising cost of school uniform is scary, says mum from Luton

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Julita WaleskiewiczEast of England

Lauren Barford-Dowling Lauren Barford-Dowling smiles at the camera. She has long, red hair and is wearing a flowery top and sitting on a dark sofa. Lauren Barford-Dowling

Lauren Barford-Dowling says the price of school shoes, meals and trips is “daunting”

A mother-of-three said she has found it “scary” trying to keep up with the cost of sending her children to school.

Lauren Barford-Dowling, 27, from Luton, described the price of uniforms, shoes, meals and trips as “daunting”.

Level Trust, a Luton-based charity that provides free school supplies to families, said demand for its services had risen by up to 20% compared with last year.

“You want them to look their best, but it’s hard to keep up,” Ms Barford-Dowling added.

Kerri Porthouse A pink sign that reads "Level Trust Uniform Exchange" which is hanging above a glass-panelled shop front. Bunting can be seen inside the shop, hung from the roof.  Kerri Porthouse

The Level Trust has a school uniform shop in Luton

Ms Barford-Dowling has three children aged 10, six and five – and a fourth on the way.

She said branded jumpers and tops have risen in price, adding: “I worry about having enough money for all the essentials like shoes, trainers, trousers, dresses, tops.

“Three pairs of trainers cost over £100 – and they’ll be ruined in a couple of months. It’s scary.”

School meals also add to the pressure, she said, and her eldest child’s lunches cost £44 a month.

“When all three move up to Key Stage 2, I’ll be paying nearly £100 a month just so they can eat,” she added.

Dawid Wojtowicz/BBC Kerri Porthouse smiles at the camera as she stands outside a school uniform shop. She is wearing an orange top and has long brown hair. Dawid Wojtowicz/BBC

Kerri Porthouse said demand for the Level Trust’s services has risen

Ms Barford-Dowling said the Level Trust provided her children with free school shoes and trainers for PE.

Kerri Porthouse, the deputy chief executive of the charity, explained demand for the organisation’s services have risen.

“We’ve already seen an increase of between 15% and 20% compared with last year.

“That’s 200 more families in July and August alone. It’s a huge increase for a charity to cope with.

“Parents with children moving into reception or secondary often don’t realise how much uniform is needed until school begins. Then they come to us in a panic,” she said.

Research by the Child Poverty Action Group found it cost £1,000 a year to send a child to primary school and £2,300 for secondary.

Kate Anstey, the group’s head of education policy, said children from low-income families were dropping subjects because of the price of trips and equipment.

“Too many children are growing up in poverty, and it’s having a stark impact on their school day,” she said.

A Department for Education spokesperson said: “No child should face barriers to their education because of their family’s finances.

“We are capping the number of branded uniform items schools can require, and from 2026 all children in households on Universal Credit will be entitled to free school meals.”



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Millions missing out on benefits and government support, analysis suggests

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Dan WhitworthReporter, Radio 4 Money Box

Andrea Paterson A self-portrait family shot of Andrea Paterson alongside her mum, Sally, and dad, Ian.Andrea Paterson

Andrea (left) persuaded her mum Sally to apply for attendance allowance on behalf of her dad Ian, which helped them cope with rising energy costs

New analysis suggests seven million households are missing out on £24bn of financial help and support because of unclaimed benefits and social tariffs.

The research from Policy in Practice, a social policy and data analytics company, says awareness, complexity and stigma are the main barriers stopping people claiming.

This analysis covers benefits across England, Scotland and Wales such as universal credit and pension credit, local authority help including free school meals and council tax support, as well as social tariffs from water, energy and broadband providers.

The government said it ran public campaigns to promote benefits and pointed to the free Help to Claim service.

Andrea Paterson in London persuaded her mum, Sally, to apply for attendance allowance on behalf of her dad, Ian, last December after hearing about the benefit on Radio 4’s Money Box.

Ian, who died in May, was in poor health at the time and he and Sally qualified for the higher rate of attendance allowance of £110 per week, which made a huge difference to their finances, according to Andrea.

“£110 per week is a lot of money and they weren’t getting the winter fuel payment anymore,” she said.

“So the first words that came out of Mum’s mouth were ‘well, that will make up for losing the winter fuel payment’, which [was] great.

“All pensioners worry about money, everyone in that generation worries about money. I think it eased that worry a little bit and it did allow them to keep the house [warmer].”

Unclaimed benefits increasing

In its latest report, Policy in Practice estimates that £24.1bn in benefits and social tariffs will go unclaimed in 2025-26.

It previously estimated that £23bn would go unclaimed in 2024-25, and £19bn the year before that, although this year’s calculations are more detailed than ever before.

“There are three main barriers to claiming – awareness, complexity and stigma,” said Deven Ghelani, founder and chief executive of Policy in Practice.

“With awareness people just don’t know these benefits exist or, if they do know about them, they just immediately assume they won’t qualify.

“Then you’ve got complexity, so being able to complete the form, being able to provide the evidence to be able to claim. Maybe you can do that once but actually you have to do it three, four, five , six, seven times depending on the support you’re potentially eligible for and people just run out of steam.

“Then you’ve got stigma. People are made to feel it’s not for them or they don’t trust the organisation administering that support.”

Although a lot of financial support is going unclaimed, the report does point to progress being made.

More older people are now claiming pension credit, with that number expected to continue to rise.

Some local authorities are reaching 95% of students eligible for free school meals because of better use of data.

Gateway benefits

Government figures show it is forecast to spend £316.1bn in 2025-26 on the social security system in England, Scotland and Wales, accounting for 10.6% of GDP and 23.5% of the total amount the government spends.

Responding to criticism that the benefits bill is already too large, Mr Ghelani said: “The key thing is you can’t rely on the system being too complicated to save money.

“On the one hand you’ve designed these systems to get support to people and then you’re making it hard to claim. That doesn’t make any sense.”

A government spokesperson said: “We’re making sure everyone gets the support they are entitled to by promoting benefits through public campaigns and funding the free Help to Claim service.

“We are also developing skills and opening up opportunities so more people can move into good, secure jobs, while ensuring the welfare system is there for those who need it.”

The advice if you think you might be eligible is to claim, especially for support like pension credit, known as a gateway benefit, which can lead to other financial help for those who are struggling.

Robin, from Greater Manchester, told the BBC that being able to claim pension credit was vital to his finances.

“Pension credit is essential to me to enable me to survive financially,” he said.

[But] because I’m on pension credit I get council tax exemption, I also get free dental treatment, a contribution to my spectacles and I get the warm home discount scheme as well.”



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